{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Verify performance of OSD and compare against other ML solutions\n",
    "\n",
    "This notebook includes benchmarks of OSD against other known ML decoders."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensorflow version:  2.15.0\n",
      "Only GPU number 1 used\n"
     ]
    }
   ],
   "source": [
    "num_GPU = 1\n",
    "import tensorflow as tf\n",
    "print('Tensorflow version: ', tf.__version__)\n",
    "\n",
    "gpus = tf.config.experimental.list_physical_devices(\"GPU\")\n",
    "tf.config.experimental.set_visible_devices(gpus[num_GPU], 'GPU')\n",
    "tf.config.experimental.set_memory_growth(gpus[num_GPU], True)\n",
    "print('Only GPU number', num_GPU, 'used')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import scipy as sp\n",
    "import sys\n",
    "sys.path.append('../../..')\n",
    "import sionna\n",
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "import importlib\n",
    "importlib.reload(sionna)\n",
    "\n",
    "# Load Sionna components\n",
    "from sionna.phy.mapping import Mapper, Demapper, Constellation\n",
    "from sionna.phy.utils import BinarySource, ebnodb2no, hard_decisions, PlotBER\n",
    "from sionna.phy.channel import AWGN\n",
    "from sionna.phy.fec.utils import load_parity_check_examples\n",
    "\n",
    "from sionna.phy.fec.linear import LinearEncoder, OSDecoder\n",
    "from sionna.phy.fec.polar import PolarEncoder, PolarSCLDecoder, generate_5g_ranking\n",
    "from sionna.phy.fec.conv import ConvEncoder, ViterbiDecoder\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define System Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class System_Model(tf.keras.Model):\n",
    "    \"\"\"System model for channel coding BER simulations.\n",
    "\n",
    "    This model allows to simulate BERs over an AWGN channel with\n",
    "    QAM modulation. Arbitrary FEC encoder/decoder layers can be used to\n",
    "    initialize the model.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "        encoder: Keras layer\n",
    "            A Keras layer that encodes information bit tensors.\n",
    "\n",
    "        decoder: Keras layer\n",
    "            A Keras layer that decodes llr tensors.\n",
    "\n",
    "        cw_estimate: bool\n",
    "            Defaults to True. If True the decoder outputs codeword estimates instead of information estimates.\n",
    "\n",
    "    Input\n",
    "    -----\n",
    "        batch_size: int or tf.int\n",
    "            The batch_size used for the simulation.\n",
    "\n",
    "        ebno_db: float or tf.float\n",
    "            A float defining the simulation SNR.\n",
    "\n",
    "    Output\n",
    "    ------\n",
    "        (u, u_hat):\n",
    "            Tuple:\n",
    "\n",
    "        u: tf.float32\n",
    "            A tensor of shape `[batch_size, k] of 0s and 1s containing the transmitted information bits.\n",
    "\n",
    "        u_hat: tf.float32\n",
    "            A tensor of shape `[batch_size, k] of 0s and 1s containing the estimated information bits.\n",
    "    \"\"\"\n",
    "    def __init__(self,\n",
    "                 encoder,\n",
    "                 decoder,\n",
    "                 cw_estimate=True):\n",
    "\n",
    "        super().__init__()\n",
    "\n",
    "        # store values internally\n",
    "        self.k = encoder.k\n",
    "        self.n = encoder.n\n",
    "\n",
    "        self._cw_estimate = cw_estimate\n",
    "\n",
    "        # number of bit per QAM symbol\n",
    "        # use pam as no additional filler bits are required for odd length\n",
    "        self.num_bits_per_symbol = 1\n",
    "\n",
    "        # initialize mapper and demapper\n",
    "        self.mapper = Mapper(\"pam\", 1)\n",
    "        self.demapper = Demapper(\"app\", \"pam\", 1)\n",
    "\n",
    "        # init components\n",
    "        self.source = BinarySource()\n",
    "\n",
    "        # the channel can be replaced by more sophisticated models\n",
    "        self.channel = AWGN()\n",
    "\n",
    "        # FEC encoder / decoder\n",
    "        self.encoder = encoder\n",
    "        self.decoder = decoder\n",
    "\n",
    "    @tf.function(jit_compile=True) # enable graph mode for increased throughputs\n",
    "    def call(self, batch_size, ebno_db):\n",
    "\n",
    "        no = ebnodb2no(ebno_db,\n",
    "                       num_bits_per_symbol=self.num_bits_per_symbol,\n",
    "                       coderate=self.k/self.n)\n",
    "\n",
    "        u = self.source([batch_size, self.k]) # generate random data\n",
    "        #u = tf.zeros_like(u)\n",
    "        c = self.encoder(u) # explicitly encode\n",
    "\n",
    "        x = self.mapper(c) # map c to symbols x\n",
    "        y = self.channel(x, no) # transmit over AWGN channel\n",
    "        llr_ch = self.demapper(y, no) # demap y to LLRs\n",
    "\n",
    "        # and run the decoder\n",
    "        c_hat = self.decoder(llr_ch)\n",
    "\n",
    "        #c_hat = hard_decisions(llr_ch)\n",
    "\n",
    "        if self._cw_estimate:\n",
    "            return c, c_hat\n",
    "        else:\n",
    "            return u, c_hat"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluate (7,4) Hamming"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-11-27 11:18:37.920330: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:901] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n",
      "2024-11-27 11:18:37.922228: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:901] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n",
      "2024-11-27 11:18:37.923998: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:901] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n",
      "2024-11-27 11:18:37.934311: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:901] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n",
      "2024-11-27 11:18:37.936042: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:901] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n",
      "2024-11-27 11:18:37.937811: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:901] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n",
      "2024-11-27 11:18:37.939549: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1926] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 21818 MB memory:  -> device: 1, name: NVIDIA GeForce RTX 3090, pci bus id: 0000:4e:00.0, compute capability: 8.6\n",
      "2024-11-27 11:18:38.055231: I external/local_tsl/tsl/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n",
      "2024-11-27 11:18:39.731882: I external/local_xla/xla/service/service.cc:168] XLA service 0x5d1f103c39e0 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\n",
      "2024-11-27 11:18:39.731922: I external/local_xla/xla/service/service.cc:176]   StreamExecutor device (0): NVIDIA GeForce RTX 3090, Compute Capability 8.6\n",
      "2024-11-27 11:18:39.767396: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:269] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.\n",
      "2024-11-27 11:18:39.774089: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_less_equal/Assert/Assert\n",
      "2024-11-27 11:18:39.774154: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_greater_equal/Assert/Assert\n",
      "2024-11-27 11:18:39.774227: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_greater_equal_1/Assert/Assert\n",
      "2024-11-27 11:18:39.774285: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_less_equal_1/Assert/Assert\n",
      "2024-11-27 11:18:39.774337: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_greater_equal_2/Assert/Assert\n",
      "2024-11-27 11:18:39.910862: I external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:467] Loaded cuDNN version 90100\n",
      "2024-11-27 11:18:40.553842: I external/local_xla/xla/stream_executor/gpu/asm_compiler.cc:326] ptxas warning : Registers are spilled to local memory in function 'triton_gemm_dot_118', 536 bytes spill stores, 536 bytes spill loads\n",
      "\n",
      "2024-11-27 11:18:40.656822: I external/local_xla/xla/stream_executor/gpu/asm_compiler.cc:326] ptxas warning : Registers are spilled to local memory in function 'triton_gemm_dot_118', 524 bytes spill stores, 524 bytes spill loads\n",
      "\n",
      "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n",
      "I0000 00:00:1732706321.467986 1706337 device_compiler.h:186] Compiled cluster using XLA!  This line is logged at most once for the lifetime of the process.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 8.1631e-02 | 1.7767e-01 |        6857 |       84000 |         2132 |       12000 |         3.0 |reached target block errors\n",
      "      1.0 | 5.1198e-02 | 1.1206e-01 |        6451 |      126000 |         2017 |       18000 |         0.1 |reached target block errors\n",
      "      2.0 | 2.9076e-02 | 6.4406e-02 |        6513 |      224000 |         2061 |       32000 |         0.2 |reached target block errors\n",
      "      3.0 | 1.3686e-02 | 3.0318e-02 |        6323 |      462000 |         2001 |       66000 |         0.4 |reached target block errors\n",
      "      4.0 | 5.4971e-03 | 1.2370e-02 |        3848 |      700000 |         1237 |      100000 |         0.6 |reached max iterations\n",
      "      5.0 | 1.6086e-03 | 3.6300e-03 |        1126 |      700000 |          363 |      100000 |         0.6 |reached max iterations\n",
      "      6.0 | 3.0857e-04 | 7.0000e-04 |         216 |      700000 |           70 |      100000 |         0.6 |reached max iterations\n",
      "      7.0 | 8.4286e-05 | 1.9000e-04 |          59 |      700000 |           19 |      100000 |         0.6 |reached max iterations\n",
      "      8.0 | 4.2857e-06 | 1.0000e-05 |           3 |      700000 |            1 |      100000 |         0.6 |reached max iterations\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ebno_db = np.linspace(0, 8, 9) # sim SNR range\n",
    "id = 0 # 7,4 Hamming\n",
    "pcm, k, n, coderate = load_parity_check_examples(id, verbose=False)\n",
    "\n",
    "# init components\n",
    "enc = LinearEncoder(pcm, is_pcm=True)\n",
    "#dec = OSDecoder(pcm, is_pcm=True, t=2)\n",
    "dec = OSDecoder(encoder=enc, t=2)\n",
    "model = System_Model(enc, dec, cw_estimate=True)\n",
    "\n",
    "# and run simulation\n",
    "ber_plot = PlotBER(f\"7,4 Hamming\")\n",
    "\n",
    "# add TU KL reference curves\n",
    "# https://www.uni-kl.de/fileadmin/chaco/public/results_bch/BCH_N7_K4_ML.txt\n",
    "snrs_ref = np.linspace(0, 8, 9)\n",
    "blers_ref = np.array([1.832e-01, 1.253e-01, 7.047e-02, 2.899e-02, 1.252e-02, 4.371e-03, 7.962e-04, 1.205e-04, 1.211e-05])\n",
    "ber_plot.add(snrs_ref, blers_ref, is_bler=True, legend=\"ML (Kaiserslautern)\")\n",
    "\n",
    "ber_plot.simulate(model,\n",
    "                  ebno_dbs=ebno_db,\n",
    "                  legend=\"OSD\",\n",
    "                  max_mc_iter=100,\n",
    "                  num_target_block_errors=2000,\n",
    "                  batch_size=1000,\n",
    "                  soft_estimates=False,\n",
    "                  early_stop=True,\n",
    "                  show_fig=False,\n",
    "                  add_bler=True,\n",
    "                  forward_keyboard_interrupt=True);\n",
    "\n",
    "ber_plot(show_ber=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluate (63,45) BCH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "n: 63, k: 45, coderate: 0.714\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-11-27 11:18:46.906426: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_less_equal/Assert/Assert\n",
      "2024-11-27 11:18:46.906509: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_greater_equal/Assert/Assert\n",
      "2024-11-27 11:18:46.906644: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_greater_equal_1/Assert/Assert\n",
      "2024-11-27 11:18:46.906865: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_less_equal_1/Assert/Assert\n",
      "2024-11-27 11:18:46.906922: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_greater_equal_2/Assert/Assert\n",
      "2024-11-27 11:18:47.698667: I external/local_xla/xla/stream_executor/gpu/asm_compiler.cc:326] ptxas warning : Registers are spilled to local memory in function 'triton_gemm_dot_118', 4 bytes spill stores, 4 bytes spill loads\n",
      "\n",
      "2024-11-27 11:18:47.760956: I external/local_xla/xla/stream_executor/gpu/asm_compiler.cc:326] ptxas warning : Registers are spilled to local memory in function 'triton_gemm_dot_118', 464 bytes spill stores, 456 bytes spill loads\n",
      "\n",
      "2024-11-27 11:18:47.777839: I external/local_xla/xla/stream_executor/gpu/asm_compiler.cc:326] ptxas warning : Registers are spilled to local memory in function 'triton_gemm_dot_118', 228 bytes spill stores, 228 bytes spill loads\n",
      "\n",
      "2024-11-27 11:18:47.819301: I external/local_xla/xla/stream_executor/gpu/asm_compiler.cc:326] ptxas warning : Registers are spilled to local memory in function 'triton_gemm_dot_118', 896 bytes spill stores, 888 bytes spill loads\n",
      "\n",
      "2024-11-27 11:18:48.055481: I external/local_xla/xla/stream_executor/gpu/asm_compiler.cc:326] ptxas warning : Registers are spilled to local memory in function 'triton_gemm_dot_118', 1860 bytes spill stores, 1848 bytes spill loads\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 1.1614e-01 | 7.1367e-01 |       21951 |      189000 |         2141 |        3000 |         2.4 |reached target block errors\n",
      "      0.5 | 9.1155e-02 | 5.7625e-01 |       22971 |      252000 |         2305 |        4000 |         0.0 |reached target block errors\n",
      "      1.0 | 6.4930e-02 | 4.2200e-01 |       20453 |      315000 |         2110 |        5000 |         0.0 |reached target block errors\n",
      "      1.5 | 3.9579e-02 | 2.6687e-01 |       19948 |      504000 |         2135 |        8000 |         0.1 |reached target block errors\n",
      "      2.0 | 2.1488e-02 | 1.4893e-01 |       18952 |      882000 |         2085 |       14000 |         0.1 |reached target block errors\n",
      "      2.5 | 9.2867e-03 | 6.6387e-02 |       18137 |     1953000 |         2058 |       31000 |         0.3 |reached target block errors\n",
      "      3.0 | 3.6527e-03 | 2.6680e-02 |       17259 |     4725000 |         2001 |       75000 |         0.7 |reached target block errors\n",
      "      3.5 | 1.1335e-03 | 8.5300e-03 |        7141 |     6300000 |          853 |      100000 |         1.0 |reached max iterations\n",
      "      4.0 | 2.2603e-04 | 1.7400e-03 |        1424 |     6300000 |          174 |      100000 |         1.0 |reached max iterations\n",
      "      4.5 | 4.6508e-05 | 3.7000e-04 |         293 |     6300000 |           37 |      100000 |         1.0 |reached max iterations\n",
      "      5.0 | 5.8730e-06 | 5.0000e-05 |          37 |     6300000 |            5 |      100000 |         1.0 |reached max iterations\n",
      "      5.5 | 1.1111e-06 | 1.0000e-05 |           7 |     6300000 |            1 |      100000 |         1.0 |reached max iterations\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ebno_db = np.linspace(0, 5.5, 12) # sim SNR range\n",
    "id = 1 # 63,45 BCH\n",
    "pcm, k, n, coderate = load_parity_check_examples(id, verbose=True)\n",
    "\n",
    "# init components\n",
    "enc = LinearEncoder(pcm, is_pcm=True)\n",
    "dec = OSDecoder(encoder=enc, t=2, dtype=tf.float32)\n",
    "model = System_Model(enc, dec, cw_estimate=True)\n",
    "\n",
    "# and run simulation\n",
    "ber_plot = PlotBER(f\"(63,45) BCH\")\n",
    "\n",
    "# add TU KL reference curves\n",
    "# https://www.uni-kl.de/fileadmin/chaco/public/results_bch/BCH_N63_K45_ML.txt\n",
    "snrs_ref = np.linspace(0,5.5,12)\n",
    "blers_ref = np.array([6.329e-01,4.975e-01,3.704e-01, 2.445e-01, 1.447e-01, 7.353e-02,2.595e-02, 7.918e-03, 2.134e-03,4.751e-04,5.337e-05,6.300e-06])\n",
    "ber_plot.add(snrs_ref, blers_ref, is_bler=True, legend=\"ML (Kaiserslautern)\")\n",
    "\n",
    "ber_plot.simulate(model,\n",
    "                  ebno_dbs=ebno_db,\n",
    "                  legend=\"OSD\",\n",
    "                  max_mc_iter=100,\n",
    "                  num_target_block_errors=2000,\n",
    "                  batch_size=1000,\n",
    "                  soft_estimates=False,\n",
    "                  early_stop=True,\n",
    "                  show_fig=False,\n",
    "                  add_bler=True,\n",
    "                  forward_keyboard_interrupt=True);\n",
    "\n",
    "ber_plot(show_ber=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluate Polar & SCL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: Required memory complexity is large for the given code parameters and t=4. Please consider small batch-sizes to keep the inference complexity small and activate XLA mode if possible.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-11-27 11:19:08.671147: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_less_equal/Assert/Assert\n",
      "2024-11-27 11:19:08.671260: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_greater_equal/Assert/Assert\n",
      "2024-11-27 11:19:08.671401: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_greater_equal_1/Assert/Assert\n",
      "2024-11-27 11:19:08.671674: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_less_equal_1/Assert/Assert\n",
      "2024-11-27 11:19:08.671745: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_greater_equal_2/Assert/Assert\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 2.7426e-01 | 7.6200e-01 |       65823 |      240000 |         2286 |        3000 |        42.1 |reached target block errors\n",
      "      1.0 | 1.1773e-01 | 3.9983e-01 |       56509 |      480000 |         2399 |        6000 |         1.3 |reached target block errors\n",
      "      2.0 | 2.4968e-02 | 1.0789e-01 |       37952 |     1520000 |         2050 |       19000 |         4.0 |reached target block errors\n",
      "      3.0 | 2.8929e-03 | 1.5230e-02 |       23143 |     8000000 |         1523 |      100000 |        21.1 |reached max iterations\n",
      "      4.0 | 1.8038e-04 | 1.0900e-03 |        1443 |     8000000 |          109 |      100000 |        21.0 |reached max iterations\n",
      "      5.0 | 3.0000e-06 | 3.0000e-05 |          24 |     8000000 |            3 |      100000 |        20.5 |reached max iterations\n",
      "      6.0 | 0.0000e+00 | 0.0000e+00 |           0 |     8000000 |            0 |      100000 |        20.2 |reached max iterations\n",
      "\n",
      "Simulation stopped as no error occurred @ EbNo = 6.0 dB.\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-11-27 11:21:07.080496: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_less_equal/Assert/Assert\n",
      "2024-11-27 11:21:07.080596: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_greater_equal/Assert/Assert\n",
      "2024-11-27 11:21:07.080748: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_greater_equal_1/Assert/Assert\n",
      "2024-11-27 11:21:07.080998: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_less_equal_1/Assert/Assert\n",
      "2024-11-27 11:21:07.081051: W tensorflow/compiler/tf2xla/kernels/assert_op.cc:38] Ignoring Assert operator assert_greater_equal_2/Assert/Assert\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 1.8842e-01 | 9.5857e-01 |       50646 |      268800 |         2013 |        2100 |         1.3 |reached target block errors\n",
      "      1.0 | 1.4783e-01 | 8.3480e-01 |       47304 |      320000 |         2087 |        2500 |         0.2 |reached target block errors\n",
      "      2.0 | 8.7563e-02 | 5.5270e-01 |       41470 |      473600 |         2045 |        3700 |         0.3 |reached target block errors\n",
      "      3.0 | 4.0340e-02 | 2.6693e-01 |       38726 |      960000 |         2002 |        7500 |         0.6 |reached target block errors\n",
      "      4.0 | 1.2781e-02 | 8.7500e-02 |       16360 |     1280000 |          875 |       10000 |         0.8 |reached max iterations\n",
      "      5.0 | 2.9594e-03 | 2.0000e-02 |        3788 |     1280000 |          200 |       10000 |         0.8 |reached max iterations\n",
      "      6.0 | 3.7812e-04 | 2.7000e-03 |         484 |     1280000 |           27 |       10000 |         0.8 |reached max iterations\n",
      "      7.0 | 1.8750e-05 | 2.0000e-04 |          24 |     1280000 |            2 |       10000 |         0.8 |reached max iterations\n",
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 1.4392e-01 | 8.6667e-01 |       44212 |      307200 |         2080 |        2400 |         1.5 |reached target block errors\n",
      "      1.0 | 7.6914e-02 | 5.6722e-01 |       35442 |      460800 |         2042 |        3600 |         0.3 |reached target block errors\n",
      "      2.0 | 2.7037e-02 | 2.3821e-01 |       29070 |     1075200 |         2001 |        8400 |         0.7 |reached target block errors\n",
      "      3.0 | 5.2797e-03 | 5.2600e-02 |        6758 |     1280000 |          526 |       10000 |         0.8 |reached max iterations\n",
      "      4.0 | 6.8750e-04 | 7.3000e-03 |         880 |     1280000 |           73 |       10000 |         0.8 |reached max iterations\n",
      "      5.0 | 1.8750e-05 | 2.0000e-04 |          24 |     1280000 |            2 |       10000 |         0.8 |reached max iterations\n",
      "      6.0 | 0.0000e+00 | 0.0000e+00 |           0 |     1280000 |            0 |       10000 |         0.8 |reached max iterations\n",
      "\n",
      "Simulation stopped as no error occurred @ EbNo = 6.0 dB.\n",
      "\n",
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 1.2161e-01 | 7.7615e-01 |       40472 |      332800 |         2018 |        2600 |         1.6 |reached target block errors\n",
      "      1.0 | 5.8182e-02 | 4.6250e-01 |       32768 |      563200 |         2035 |        4400 |         0.4 |reached target block errors\n",
      "      2.0 | 1.2327e-02 | 1.2810e-01 |       15778 |     1280000 |         1281 |       10000 |         0.9 |reached max iterations\n",
      "      3.0 | 1.3719e-03 | 1.7800e-02 |        1756 |     1280000 |          178 |       10000 |         0.9 |reached max iterations\n",
      "      4.0 | 5.3125e-05 | 8.0000e-04 |          68 |     1280000 |            8 |       10000 |         0.9 |reached max iterations\n",
      "      5.0 | 6.2500e-06 | 1.0000e-04 |           8 |     1280000 |            1 |       10000 |         0.9 |reached max iterations\n",
      "      6.0 | 0.0000e+00 | 0.0000e+00 |           0 |     1280000 |            0 |       10000 |         0.9 |reached max iterations\n",
      "\n",
      "Simulation stopped as no error occurred @ EbNo = 6.0 dB.\n",
      "\n",
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 1.1615e-01 | 7.5815e-01 |       40140 |      345600 |         2047 |        2700 |         2.7 |reached target block errors\n",
      "      1.0 | 5.0542e-02 | 4.1061e-01 |       31700 |      627200 |         2012 |        4900 |         2.0 |reached target block errors\n",
      "      2.0 | 1.0253e-02 | 1.1170e-01 |       13124 |     1280000 |         1117 |       10000 |         4.1 |reached max iterations\n",
      "      3.0 | 1.2141e-03 | 1.7000e-02 |        1554 |     1280000 |          170 |       10000 |         4.2 |reached max iterations\n",
      "      4.0 | 7.0312e-05 | 1.0000e-03 |          90 |     1280000 |           10 |       10000 |         4.2 |reached max iterations\n",
      "      5.0 | 0.0000e+00 | 0.0000e+00 |           0 |     1280000 |            0 |       10000 |         4.2 |reached max iterations\n",
      "\n",
      "Simulation stopped as no error occurred @ EbNo = 5.0 dB.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ebno_db = np.linspace(0, 7, 8) # sim SNR range\n",
    "\n",
    "k = 80\n",
    "n = 128\n",
    "f, _ = generate_5g_ranking(k, n)\n",
    "# init components\n",
    "enc = PolarEncoder(f, n)\n",
    "dec = OSDecoder(encoder=enc, t=4)\n",
    "model = System_Model(enc, dec, cw_estimate=True)\n",
    "\n",
    "dec_ref = PolarSCLDecoder(f, n, list_size=32)\n",
    "model_ref = System_Model(enc, dec_ref, cw_estimate=False)\n",
    "\n",
    "\n",
    "# and run simulation\n",
    "ber_plot = PlotBER(f\"Polar n={n},k={k}\")\n",
    "\n",
    "# reference with Polar SCL\n",
    "ber_plot.simulate(model_ref,\n",
    "                  ebno_dbs=ebno_db,\n",
    "                  legend=f\"SCL-{dec_ref.list_size}\",\n",
    "                  max_mc_iter=100,\n",
    "                  num_target_block_errors=2000,\n",
    "                  batch_size=1000,\n",
    "                  soft_estimates=False,\n",
    "                  early_stop=True,\n",
    "                  show_fig=False,\n",
    "                  add_bler=True,\n",
    "                  forward_keyboard_interrupt=True);\n",
    "\n",
    "# sweep over t\n",
    "for t in range(4):\n",
    "    dec = OSDecoder(encoder=enc, t=t)\n",
    "    model = System_Model(enc, dec, cw_estimate=True)\n",
    "    ber_plot.simulate(model,\n",
    "                    ebno_dbs=ebno_db,\n",
    "                    legend=f\"OSD-{dec.t}\",\n",
    "                    max_mc_iter=100,\n",
    "                    num_target_block_errors=2000,\n",
    "                    batch_size=100,\n",
    "                    soft_estimates=False,\n",
    "                    early_stop=True,\n",
    "                    show_fig=False,\n",
    "                    add_bler=True,\n",
    "                    forward_keyboard_interrupt=True);\n",
    "\n",
    "\n",
    "# ber is not comparable (u_hat vs. c_hat)\n",
    "ber_plot(show_ber=False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Remark**: SCL-32 is not necessarily optimal for longer codes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 1.3316e-01 | 3.1314e-01 |       14914 |      112000 |         2192 |        7000 |         7.9 |reached target block errors\n",
      "      1.0 | 6.1902e-02 | 1.5286e-01 |       13866 |      224000 |         2140 |       14000 |         0.2 |reached target block errors\n",
      "      2.0 | 2.3384e-02 | 5.6611e-02 |       13469 |      576000 |         2038 |       36000 |         0.8 |reached target block errors\n",
      "      3.0 | 5.4800e-03 | 1.3710e-02 |        8768 |     1600000 |         1371 |      100000 |         2.2 |reached max iterations\n",
      "      4.0 | 7.6687e-04 | 1.8600e-03 |        1227 |     1600000 |          186 |      100000 |         2.2 |reached max iterations\n",
      "      5.0 | 5.6875e-05 | 1.6000e-04 |          91 |     1600000 |           16 |      100000 |         2.1 |reached max iterations\n",
      "      6.0 | 0.0000e+00 | 0.0000e+00 |           0 |     1600000 |            0 |      100000 |         2.1 |reached max iterations\n",
      "\n",
      "Simulation stopped as no error occurred @ EbNo = 6.0 dB.\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-11-27 11:22:04.844942: I external/local_xla/xla/stream_executor/gpu/asm_compiler.cc:326] ptxas warning : Registers are spilled to local memory in function 'fusion_37', 24 bytes spill stores, 20 bytes spill loads\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 1.5669e-01 | 5.2875e-01 |       20056 |      128000 |         2115 |        4000 |         0.9 |reached target block errors\n",
      "      1.0 | 1.0354e-01 | 3.6100e-01 |       19880 |      192000 |         2166 |        6000 |         0.0 |reached target block errors\n",
      "      2.0 | 5.6443e-02 | 1.9809e-01 |       19868 |      352000 |         2179 |       11000 |         0.1 |reached target block errors\n",
      "      3.0 | 2.6267e-02 | 9.3727e-02 |       18492 |      704000 |         2062 |       22000 |         0.1 |reached target block errors\n",
      "      4.0 | 9.6401e-03 | 3.4672e-02 |       17892 |     1856000 |         2011 |       58000 |         0.4 |reached target block errors\n",
      "      5.0 | 2.8075e-03 | 1.0060e-02 |        8984 |     3200000 |         1006 |      100000 |         0.7 |reached max iterations\n",
      "      6.0 | 5.7625e-04 | 2.1200e-03 |        1844 |     3200000 |          212 |      100000 |         0.7 |reached max iterations\n",
      "      7.0 | 7.0000e-05 | 2.7000e-04 |         224 |     3200000 |           27 |      100000 |         0.7 |reached max iterations\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-11-27 11:22:08.540031: I external/local_xla/xla/stream_executor/gpu/asm_compiler.cc:326] ptxas warning : Registers are spilled to local memory in function 'fusion_47', 24 bytes spill stores, 20 bytes spill loads\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 9.0696e-02 | 3.2414e-01 |       20316 |      224000 |         2269 |        7000 |         1.1 |reached target block errors\n",
      "      1.0 | 4.3635e-02 | 1.6262e-01 |       18152 |      416000 |         2114 |       13000 |         0.1 |reached target block errors\n",
      "      2.0 | 1.6691e-02 | 6.2875e-02 |       17092 |     1024000 |         2012 |       32000 |         0.2 |reached target block errors\n",
      "      3.0 | 4.1575e-03 | 1.6050e-02 |       13304 |     3200000 |         1605 |      100000 |         0.7 |reached max iterations\n",
      "      4.0 | 5.9250e-04 | 2.3400e-03 |        1896 |     3200000 |          234 |      100000 |         0.7 |reached max iterations\n",
      "      5.0 | 5.0000e-05 | 2.0000e-04 |         160 |     3200000 |           20 |      100000 |         0.7 |reached max iterations\n",
      "      6.0 | 0.0000e+00 | 0.0000e+00 |           0 |     3200000 |            0 |      100000 |         0.7 |reached max iterations\n",
      "\n",
      "Simulation stopped as no error occurred @ EbNo = 6.0 dB.\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-11-27 11:22:12.706724: I external/local_xla/xla/stream_executor/gpu/asm_compiler.cc:326] ptxas warning : Registers are spilled to local memory in function 'fusion_52', 24 bytes spill stores, 20 bytes spill loads\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 8.5786e-02 | 3.0900e-01 |       19216 |      224000 |         2163 |        7000 |         1.2 |reached target block errors\n",
      "      1.0 | 4.1885e-02 | 1.5485e-01 |       17424 |      416000 |         2013 |       13000 |         0.1 |reached target block errors\n",
      "      2.0 | 1.4851e-02 | 5.6278e-02 |       17108 |     1152000 |         2026 |       36000 |         0.3 |reached target block errors\n",
      "      3.0 | 3.6625e-03 | 1.4220e-02 |       11720 |     3200000 |         1422 |      100000 |         0.7 |reached max iterations\n",
      "      4.0 | 4.2750e-04 | 1.6800e-03 |        1368 |     3200000 |          168 |      100000 |         0.7 |reached max iterations\n",
      "      5.0 | 2.5000e-05 | 1.0000e-04 |          80 |     3200000 |           10 |      100000 |         0.7 |reached max iterations\n",
      "      6.0 | 2.5000e-06 | 1.0000e-05 |           8 |     3200000 |            1 |      100000 |         0.7 |reached max iterations\n",
      "      7.0 | 0.0000e+00 | 0.0000e+00 |           0 |     3200000 |            0 |      100000 |         0.7 |reached max iterations\n",
      "\n",
      "Simulation stopped as no error occurred @ EbNo = 7.0 dB.\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-11-27 11:22:17.747384: I external/local_xla/xla/stream_executor/gpu/asm_compiler.cc:326] ptxas warning : Registers are spilled to local memory in function 'fusion_57', 24 bytes spill stores, 20 bytes spill loads\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 8.7679e-02 | 3.1771e-01 |       19640 |      224000 |         2224 |        7000 |         1.2 |reached target block errors\n",
      "      1.0 | 4.1615e-02 | 1.5408e-01 |       17312 |      416000 |         2003 |       13000 |         0.1 |reached target block errors\n",
      "      2.0 | 1.4764e-02 | 5.6000e-02 |       17008 |     1152000 |         2016 |       36000 |         0.2 |reached target block errors\n",
      "      3.0 | 3.4487e-03 | 1.3360e-02 |       11036 |     3200000 |         1336 |      100000 |         0.7 |reached max iterations\n",
      "      4.0 | 4.6625e-04 | 1.8200e-03 |        1492 |     3200000 |          182 |      100000 |         0.7 |reached max iterations\n",
      "      5.0 | 3.1250e-05 | 1.2000e-04 |         100 |     3200000 |           12 |      100000 |         0.7 |reached max iterations\n",
      "      6.0 | 0.0000e+00 | 0.0000e+00 |           0 |     3200000 |            0 |      100000 |         0.7 |reached max iterations\n",
      "\n",
      "Simulation stopped as no error occurred @ EbNo = 6.0 dB.\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-11-27 11:22:22.101912: I external/local_xla/xla/stream_executor/gpu/asm_compiler.cc:326] ptxas warning : Registers are spilled to local memory in function 'fusion_62', 24 bytes spill stores, 20 bytes spill loads\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 8.8929e-02 | 3.2071e-01 |       19920 |      224000 |         2245 |        7000 |         1.4 |reached target block errors\n",
      "      1.0 | 4.2990e-02 | 1.5923e-01 |       17884 |      416000 |         2070 |       13000 |         0.1 |reached target block errors\n",
      "      2.0 | 1.5017e-02 | 5.7000e-02 |       17300 |     1152000 |         2052 |       36000 |         0.3 |reached target block errors\n",
      "      3.0 | 3.4412e-03 | 1.3330e-02 |       11012 |     3200000 |         1333 |      100000 |         0.8 |reached max iterations\n",
      "      4.0 | 5.4000e-04 | 2.1100e-03 |        1728 |     3200000 |          211 |      100000 |         0.8 |reached max iterations\n",
      "      5.0 | 4.0000e-05 | 1.6000e-04 |         128 |     3200000 |           16 |      100000 |         0.8 |reached max iterations\n",
      "      6.0 | 2.5000e-06 | 1.0000e-05 |           8 |     3200000 |            1 |      100000 |         0.8 |reached max iterations\n",
      "      7.0 | 0.0000e+00 | 0.0000e+00 |           0 |     3200000 |            0 |      100000 |         0.8 |reached max iterations\n",
      "\n",
      "Simulation stopped as no error occurred @ EbNo = 7.0 dB.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# very short polar codes\n",
    "\n",
    "ebno_db = np.linspace(0, 7, 8) # sim SNR range\n",
    "\n",
    "k = 16\n",
    "n = 32\n",
    "f, _ = generate_5g_ranking(k, n)\n",
    "# init components\n",
    "enc = PolarEncoder(f, n)\n",
    "dec = OSDecoder(encoder=enc, t=4)\n",
    "model = System_Model(enc, dec, cw_estimate=True)\n",
    "\n",
    "dec_ref = PolarSCLDecoder(f, n, list_size=32)\n",
    "model_ref = System_Model(enc, dec_ref, cw_estimate=False)\n",
    "\n",
    "\n",
    "# and run simulation\n",
    "ber_plot = PlotBER(f\"Polar n={n},k={k}\")\n",
    "\n",
    "# reference with Polar SCL\n",
    "ber_plot.simulate(model_ref,\n",
    "                  ebno_dbs=ebno_db,\n",
    "                  legend=f\"SCL-{dec_ref.list_size}\",\n",
    "                  max_mc_iter=100,\n",
    "                  num_target_block_errors=2000,\n",
    "                  batch_size=1000,\n",
    "                  soft_estimates=False,\n",
    "                  early_stop=True,\n",
    "                  show_fig=False,\n",
    "                  add_bler=True,\n",
    "                  forward_keyboard_interrupt=True);\n",
    "\n",
    "# sweep over t\n",
    "for t in range(5):\n",
    "    dec = OSDecoder(encoder=enc, t=t)\n",
    "    model = System_Model(enc, dec, cw_estimate=True)\n",
    "    ber_plot.simulate(model,\n",
    "                    ebno_dbs=ebno_db,\n",
    "                    legend=f\"OSD-{dec.t}\",\n",
    "                    max_mc_iter=100,\n",
    "                    num_target_block_errors=2000,\n",
    "                    batch_size=1000,\n",
    "                    soft_estimates=False,\n",
    "                    early_stop=True,\n",
    "                    show_fig=False,\n",
    "                    add_bler=True,\n",
    "                    forward_keyboard_interrupt=True);\n",
    "\n",
    "\n",
    "# ber is not comparable (u_hat vs. c_hat)\n",
    "ber_plot(show_ber=False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluate Convolutional Codes & Viterbi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 1.1259e-01 | 9.0867e-01 |       40532 |      360000 |         2726 |        3000 |         2.3 |reached target block errors\n",
      "      1.0 | 4.4856e-02 | 6.6800e-01 |       16148 |      360000 |         2004 |        3000 |         0.0 |reached target block errors\n",
      "      2.0 | 1.2927e-02 | 3.2186e-01 |       10859 |      840000 |         2253 |        7000 |         0.1 |reached target block errors\n",
      "      3.0 | 2.7785e-03 | 1.1132e-01 |        6335 |     2280000 |         2115 |       19000 |         0.3 |reached target block errors\n",
      "      4.0 | 6.1042e-04 | 3.5946e-02 |        4102 |     6720000 |         2013 |       56000 |         0.8 |reached target block errors\n",
      "      5.0 | 1.5108e-04 | 1.1790e-02 |        1813 |    12000000 |         1179 |      100000 |         1.5 |reached max iterations\n",
      "      6.0 | 4.0417e-05 | 3.7500e-03 |         485 |    12000000 |          375 |      100000 |         1.5 |reached max iterations\n",
      "      7.0 | 9.0833e-06 | 9.5000e-04 |         109 |    12000000 |           95 |      100000 |         1.5 |reached max iterations\n",
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 1.8426e-01 | 9.9500e-01 |       44223 |      240000 |          995 |        1000 |         2.1 |reached max iterations\n",
      "      1.0 | 1.3228e-01 | 9.6100e-01 |       31747 |      240000 |          961 |        1000 |         0.9 |reached max iterations\n",
      "      2.0 | 7.9137e-02 | 8.1900e-01 |       18993 |      240000 |          819 |        1000 |         0.9 |reached max iterations\n",
      "      3.0 | 3.7554e-02 | 5.3600e-01 |        9013 |      240000 |          536 |        1000 |         0.9 |reached max iterations\n",
      "      4.0 | 1.2496e-02 | 2.2600e-01 |        2999 |      240000 |          226 |        1000 |         0.9 |reached max iterations\n",
      "      5.0 | 3.6458e-03 | 7.4000e-02 |         875 |      240000 |           74 |        1000 |         0.9 |reached max iterations\n",
      "      6.0 | 3.9583e-04 | 1.0000e-02 |          95 |      240000 |           10 |        1000 |         0.9 |reached max iterations\n",
      "      7.0 | 4.1667e-05 | 2.0000e-03 |          10 |      240000 |            2 |        1000 |         0.9 |reached max iterations\n",
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 1.4575e-01 | 9.8000e-01 |       34980 |      240000 |          980 |        1000 |         2.4 |reached max iterations\n",
      "      1.0 | 8.0375e-02 | 8.5300e-01 |       19290 |      240000 |          853 |        1000 |         0.9 |reached max iterations\n",
      "      2.0 | 3.4804e-02 | 5.8200e-01 |        8353 |      240000 |          582 |        1000 |         0.9 |reached max iterations\n",
      "      3.0 | 1.0017e-02 | 2.2700e-01 |        2404 |      240000 |          227 |        1000 |         0.9 |reached max iterations\n",
      "      4.0 | 1.7667e-03 | 6.6000e-02 |         424 |      240000 |           66 |        1000 |         0.9 |reached max iterations\n",
      "      5.0 | 2.4583e-04 | 1.2000e-02 |          59 |      240000 |           12 |        1000 |         0.8 |reached max iterations\n",
      "      6.0 | 2.5000e-05 | 3.0000e-03 |           6 |      240000 |            3 |        1000 |         0.8 |reached max iterations\n",
      "      7.0 | 0.0000e+00 | 0.0000e+00 |           0 |      240000 |            0 |        1000 |         0.8 |reached max iterations\n",
      "\n",
      "Simulation stopped as no error occurred @ EbNo = 7.0 dB.\n",
      "\n",
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 1.1757e-01 | 9.5100e-01 |       28218 |      240000 |          951 |        1000 |         2.5 |reached max iterations\n",
      "      1.0 | 5.9129e-02 | 7.8500e-01 |       14191 |      240000 |          785 |        1000 |         0.9 |reached max iterations\n",
      "      2.0 | 1.7983e-02 | 3.9700e-01 |        4316 |      240000 |          397 |        1000 |         0.9 |reached max iterations\n",
      "      3.0 | 3.8958e-03 | 1.3100e-01 |         935 |      240000 |          131 |        1000 |         0.9 |reached max iterations\n",
      "      4.0 | 6.3750e-04 | 3.2000e-02 |         153 |      240000 |           32 |        1000 |         0.9 |reached max iterations\n",
      "      5.0 | 1.5833e-04 | 1.2000e-02 |          38 |      240000 |           12 |        1000 |         0.9 |reached max iterations\n",
      "      6.0 | 5.8333e-05 | 6.0000e-03 |          14 |      240000 |            6 |        1000 |         0.9 |reached max iterations\n",
      "      7.0 | 1.2500e-05 | 1.0000e-03 |           3 |      240000 |            1 |        1000 |         0.9 |reached max iterations\n",
      "EbNo [dB] |        BER |       BLER |  bit errors |    num bits | block errors |  num blocks | runtime [s] |    status\n",
      "---------------------------------------------------------------------------------------------------------------------------------------\n",
      "      0.0 | 1.0393e-01 | 9.4300e-01 |       24943 |      240000 |          943 |        1000 |         4.2 |reached max iterations\n",
      "      1.0 | 5.0067e-02 | 7.5000e-01 |       12016 |      240000 |          750 |        1000 |         2.5 |reached max iterations\n",
      "      2.0 | 1.3200e-02 | 3.3900e-01 |        3168 |      240000 |          339 |        1000 |         2.5 |reached max iterations\n",
      "      3.0 | 3.1333e-03 | 1.2300e-01 |         752 |      240000 |          123 |        1000 |         2.5 |reached max iterations\n",
      "      4.0 | 5.0417e-04 | 3.6000e-02 |         121 |      240000 |           36 |        1000 |         2.5 |reached max iterations\n",
      "      5.0 | 1.1250e-04 | 1.1000e-02 |          27 |      240000 |           11 |        1000 |         2.5 |reached max iterations\n",
      "      6.0 | 1.6667e-05 | 2.0000e-03 |           4 |      240000 |            2 |        1000 |         2.5 |reached max iterations\n",
      "      7.0 | 8.3333e-06 | 1.0000e-03 |           2 |      240000 |            1 |        1000 |         2.5 |reached max iterations\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# very short polar codes\n",
    "\n",
    "ebno_db = np.linspace(0, 7, 8) # sim SNR range\n",
    "\n",
    "k = 120\n",
    "constraint_length = 5\n",
    "r = 0.5\n",
    "\n",
    "# init components\n",
    "enc = ConvEncoder(rate=r, constraint_length=constraint_length)\n",
    "# init encoder\n",
    "enc(tf.zeros((1, k)))\n",
    "\n",
    "dec_ref = ViterbiDecoder(rate=r, constraint_length=constraint_length)\n",
    "model_ref = System_Model(enc, dec_ref, cw_estimate=False)\n",
    "\n",
    "\n",
    "# and run simulation\n",
    "ber_plot = PlotBER(f\"Convolutional Codes r={r}, k={k}\")\n",
    "\n",
    "# reference with Polar SCL\n",
    "ber_plot.simulate(model_ref,\n",
    "                  ebno_dbs=ebno_db,\n",
    "                  legend=f\"Viterbi\",\n",
    "                  max_mc_iter=100,\n",
    "                  num_target_block_errors=2000,\n",
    "                  batch_size=1000,\n",
    "                  soft_estimates=False,\n",
    "                  early_stop=True,\n",
    "                  show_fig=False,\n",
    "                  add_bler=True,\n",
    "                  forward_keyboard_interrupt=True);\n",
    "\n",
    "# sweep over t\n",
    "for t in range(4):\n",
    "    dec = OSDecoder(encoder=enc, t=t)\n",
    "    model = System_Model(enc, dec, cw_estimate=True)\n",
    "    ber_plot.simulate(model,\n",
    "                    ebno_dbs=ebno_db,\n",
    "                    legend=f\"OSD-{dec.t}\",\n",
    "                    max_mc_iter=100,\n",
    "                    num_target_block_errors=2000,\n",
    "                    batch_size=10,\n",
    "                    soft_estimates=False,\n",
    "                    early_stop=True,\n",
    "                    show_fig=False,\n",
    "                    add_bler=True,\n",
    "                    forward_keyboard_interrupt=True);\n",
    "\n",
    "\n",
    "# ber is not comparable (u_hat vs. c_hat)\n",
    "ber_plot(show_ber=False)\n"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
